Automation debugger and run history for Airtable

The moment someone realizes they have a problem is when an automation silently fails — a record doesn't update, an email never sends, a linked table gets corrupted — and there's no structured log to tell them what triggered, what ran, and where it stopped. They know something broke; they don't know why.

This gap persists because Airtable's incentive is to sell seats and base upgrades, not to invest in observability tooling that mostly benefits power users who are already paying. The debugger they'd need to build would have to surface inter-base dependency traces, field-type compatibility warnings, and step-level execution logs — all of which are complex to maintain and don't drive new signups. So it stays underdone.

Users describe automations breaking 'for unimportant reasons' with no way to identify the cause. They describe cascading failures when one automation tied to multiple databases breaks — and the only recourse is trial and error. They describe the forms feature disrupting automations with no visible explanation. Right now, the only 'debugging' available is re-running the automation manually and hoping the test data reproduces the error — which it often doesn't, because the failure was conditional on live data.

This is a business and not a feature because the debugging need recurs every time a base grows more complex. A team that starts with 5 automations ends up with 40, and each new one is a potential point of failure in a web of dependencies. The cost of a silent failure isn't just wasted time — it's corrupted records, missed approvals, or a time-off request that never got processed. Teams either hire someone technical to maintain the automation layer or they stop trusting it and do things manually. Neither outcome is cheap.

What to build

Build a Chrome extension and companion web dashboard that intercepts Airtable automation execution events, logs each step with input/output field values and timestamps, surfaces which field types or formula mismatches caused a failure, and shows a dependency graph of which automations share tables or trigger each other.

Where to start

Target Airtable power users who have publicly complained about this in the Airtable community forum — they're findable, vocal, and already spending hours debugging manually, so the value prop lands immediately without a sales call.

The hard part

Airtable's API does not expose automation execution logs in real time, so the extension would need to intercept browser-level network calls or work within scripting blocks — both of which are fragile and could break with any Airtable frontend update.

How it makes money

Monthly subscription per workspace, starting around $19/month for a single base and scaling to $79/month for teams with multiple bases — free tier covers read-only log viewing for the last 10 runs to drive adoption.